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fchollet's profile
François Chollet
François Chollet
François Chollet
Verified account
@fchollet

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François CholletVerified account

@fchollet

Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.

United States
fchollet.com
Joined August 2009

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    1. François Chollet‏Verified account @fchollet 14 Mar 2016

      But more importantly, you can do stark raving mad stuff like this. This API is totally out of controlpic.twitter.com/vimau9dEeh

      4 replies 3 retweets 22 likes
    2. Ben Poole‏ @poolio 14 Mar 2016
      Replying to @fchollet

      @fchollet The model([e, f]) syntax is exactly what I was missing in keras! Been using Lasagne's get_output/PrettyTensor's templates instead.

      1 reply 1 retweet 0 likes
    3. François Chollet‏Verified account @fchollet 14 Mar 2016
      Replying to @poolio

      @poolio btw can Lasagne handle shared layers easily (e.g. the first dense layer in the example above)? Just curious...

      1 reply 0 retweets 0 likes
    4. Ben Poole‏ @poolio 14 Mar 2016
      Replying to @fchollet

      @fchollet yep, you can just do c = get_output(output_layer, inputs=a); d = get_output(output_layer, inputs=b)

      1 reply 0 retweets 1 like
    5. Ben Poole‏ @poolio 14 Mar 2016
      Replying to @poolio

      @fchollet would be awesome to go beyond that and allow arbitrary node substitution. Something like a symbolic version of feed_dict

      1 reply 0 retweets 0 likes
    6. François Chollet‏Verified account @fchollet 14 Mar 2016
      Replying to @poolio

      @poolio can you expand on that?

      1 reply 0 retweets 0 likes
    7. Ben Poole‏ @poolio 14 Mar 2016
      Replying to @fchollet

      @fchollet original graph is a -> b - > c, want to construct a new graph a -> d -> c by replacing layer b with layer d

      2 replies 0 retweets 0 likes
      François Chollet‏Verified account @fchollet 15 Mar 2016
      Replying to @poolio

      @poolio technically possible with the new Keras. Get the intermediate nodes, use them to build two functions (a and c), chain them with b

      12:00 AM - 15 Mar 2016
      1 reply 0 retweets 0 likes
        1. Ben Poole‏ @poolio 15 Mar 2016
          Replying to @fchollet

          @fchollet sure, but then u need to know which node you'll replace when building model. was hoping for a new_model = model.substitute({b: d})

          0 replies 0 retweets 0 likes
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